{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline  \n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_path = 'cocotalk.h5'\n",
    "f = h5py.File(data_path, \"r\")\n",
    "json_file_path = 'cocotalk.json'\n",
    "json_file = json.load(open(json_file_path, 'r'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 256, 256)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "27408"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image = f.get('images')[3000]\n",
    "img_id = f.get('image')\n",
    "print(image.shape)\n",
    "json_file['images'][3000]['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6jHIDLJEQFEOMmPMxNmM1VrAtWqdI/cyuXvuY892RmOaKrusULapyuaCcz4ImFkFNKzRn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ZAAAg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\nD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aLbz+u26XpteizXypf113DOYTt+x3UHry9qVfxl1ldeblxPjTYTlALaSeRrD9K30l66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0CBHJZOPNDS483nD65iGT04bBSDOfLen3CwbDIt65bMkzj6/40quepdnqADcFLhZh4Rxn8E4Q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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0be8e32450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image.transpose(1,2,0))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
